Bayesian Optimization for Maximum Power Point Tracking in Photovoltaic Systems

被引:0
作者
Lyden, S. [1 ]
Olding, W. [1 ]
Darbari, Z. [1 ]
机构
[1] Univ Tasmania, Sch Engn & ICT, Hobart, Tas, Australia
来源
2018 IEEE POWER & ENERGY SOCIETY GENERAL MEETING (PESGM) | 2018年
关键词
maximum power point tracking; photovoltaic; Bayesian optimization; ARRAY;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Maximum Power Point Tracking (MPPT) is an important consideration in Photovoltaic (PV) systems, particularly in residential environments where non-uniform irradiance conditions across the system may arise. This paper details the development of a Bayesian Optimization (BO) based MPPT method and presents preliminary results showing the efficacy of this technique in locating global maxima.
引用
收藏
页数:5
相关论文
共 22 条
[1]  
Abdelrahman H, 2016, 2016 EUROPEAN CONTROL CONFERENCE (ECC), P2078, DOI 10.1109/ECC.2016.7810598
[2]  
[Anonymous], 2006, WIND ENG
[3]  
[Anonymous], 2017, SKLEARN GAUSSIAN PRO
[4]  
Baheri A, 2017, P AMER CONTR CONF, P1365, DOI 10.23919/ACC.2017.7963143
[5]  
Brochu E., 2010, P 2010 ACM SIGGRAPH, ppp 103
[6]   Comparison of photovoltaic array maximum power point tracking techniques [J].
Esram, Trishan ;
Chapman, Patrick L. .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2007, 22 (02) :439-449
[7]  
Haque M. E., 2016, 2016 IEEE POW EN SOC, P1
[8]  
Hassan R, 2011, IEEE SOUTHEASTCON, P64, DOI 10.1109/SECON.2011.5752907
[9]   A Deterministic Particle Swarm Optimization Maximum Power Point Tracker for Photovoltaic System Under Partial Shading Condition [J].
Ishaque, Kashif ;
Salam, Zainal .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (08) :3195-3206
[10]  
Joy TT, 2016, INT C PATT RECOG, P2574, DOI 10.1109/ICPR.2016.7900023